Empirical Macroeconomics

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Empirical Macroeconomics 10 OCTOBER 2011 Scientifc Background on the Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel 2011 EMPIRICAL MACROECONOMICS compiled by the Economic Sciences Prize Committee of the Royal Swedish Academy of Sciences THE ROYAL SWEDISH ACADEMY OF SCIENCES has as its aim to promote the sciences and strengthen their infuence in society. BOX 50005 (LILLA FRESCATIVÄGEN 4 A), SE-104 05 STOCKHOLM, SWEDEN TEL +46 8 673 95 00, FAX +46 8 15 56 70, [email protected] HTTP://KVA.SE Empirical Macroeconomics Thomas J. Sargent and Christopher A. Sims One of the main tasks for macroeconomists is to explain how macroeco- nomic aggregates —such as GDP, investment, unemployment, and inflation —behave over time. How are these variables a¤ected by economic policy and by changes in the economic environment? A primary aspect in this analy- sis is the role of the central bank and its ability to influence the economy. How e¤ective can monetary policy be in stabilizing unwanted fluctuations in macroeconomic aggregates? How e¤ective has it been historically? Similar questions can be raised about fiscal policy. Thomas J. Sargent and Christo- pher A. Sims have developed empirical methods that can answer these kinds of questions. This year’sprize recognizes these methods and their successful application to the interplay between monetary and fiscal policy and economic activity. In any empirical economic analysis based on observational data, it is di¢ cult to disentangle cause and e¤ect. This becomes especially cumbersome in macroeconomic policy analysis due to an important stumbling block: the key role of expectations. Economic decision-makers form expectations about policy, thereby linking economic activity to future policy. Was an observed change in policy an independent event? Were the subsequent changes in economic activity a causal reaction to this policy change? Or did causality run in the opposite direction, such that expectations of changes in economic activity triggered the observed change in policy? Alternative interpretations of the interplay between expectations and economic activity might lead to very di¤erent policy conclusions. The methods developed by Sargent and Sims tackle these di¢ culties in di¤erent, and complementary, ways. They have become standard tools in the research community and are commonly used to inform policymaking. Background Prior to the 1970s, expectations played, at best, a rudimen- tary role in the analysis of macroeconomic outcomes. Following the seminal work by Milton Friedman, Robert Lucas, Edmund Phelps, and others, it became necessary to systematically incorporate expectations not only into macroeconomic theory, but also —and more importantly —into its empirical implementation. This was a major obstacle, however. At the time, formal methods were simply not available to identify and analyze exogenous shocks, 1 as a means of evaluating macroeconomic theories that feature “active” for- mation of expectations. Sargent and Sims have both made seminal contributions that allow re- searchers to specify, empirically implement, and evaluate dynamic models of the macroeconomy with a central role for expectations. Their subsequent work, from the initial papers until today, has delivered many extensions, refinements, and powerful applications. The contributions by Sargent and Sims have generated literatures of methodological research and applied stud- ies within the research community as well as the policymaking community. Prior to the formative research by Sargent and Sims, the predominant empirical method in macroeconomics was to statistically estimate a large linear system, typically built around the Keynesian macroeconomic model. This estimated system was then used to interpret macroeconomic time se- ries, to forecast the economy, and to conduct policy experiments. Such large models were seemingly successful in accounting for historical data. However, during the 1970s most western countries experienced high rates of inflation combined with slow output growth and high unemployment. In this era of “stagflation”, instabilities appeared in the large models, which were increas- ingly called into question. Sargent —structural econometrics Sargent began his research around this time, during the period when an alternative theoretical macroeconomic framework was proposed. It emphasized rational expectations, the notion that economic decisionmakers like households and firms do not make system- atic mistakes in forecasting. This framework turned out to be essential in interpreting the inflation-unemployment experiences of the 1970s and 1980s. It also formed a core of newly emerging macroeconomic theories. Sargent played a pivotal role in these developments. He explored the implications of rational expectations in empirical studies, by showing how rational expectations could be implemented in empirical analyses of macro- economic events —so that researchers could specify and test theories using formal statistical methods —and by deriving implications for policymaking. He also advanced and applied broader views on expectations formation, such as gradual learning. Sargent’scontributions to rational-expectations econo- metrics were purely methodological. Specifically, his methods for character- izing and structurally estimating macroeconomic models with microeconomic foundations broke new ground in allowing researchers to uncover the “deep” 2 underlying model parameters and perform hypothesis testing. In a broader perspective, Sargent also raised important points of immediate policy rele- vance. For example, his early studies of linkages between fiscal and monetary policy still guides policymakers still today. Sims —VARs Sims launched what was perhaps the most forceful critique of the predominant macroeconometric paradigm of the early 1970s by fo- cusing on identification, a central element in making causal inferences from observed data. Sims argued that existing methods relied on “incredible” identification assumptions, whereby interpretations of “what causes what” in macroeconomic time series were almost necessarily flawed. Misestimated models could not serve as useful tools for monetary policy analysis and, often, not even for forecasting. As an alternative, Sims proposed that the empirical study of macroeco- nomic variables could be built around a statistical tool, the vector autoregres- sion (VAR). Technically, a VAR is a straightforward N-equation, N-variable (typically linear) system that describes how each variable in a set of macro- economic variables depends on its own past values, the past values of the remaining N 1 variables, and on some exogenous “shocks”. Sims’sinsight was that properly− structured and interpreted VARs might overcome many identification problems and thus were of great potential value not only for forecasting, but also for interpreting macroeconomic time series and conduct- ing monetary policy experiments. Over the last past three decades, the VAR methodology has been devel- oped significantly in various directions, and Sims himself remained at the forefront. As a result, VARs are now in ubiquitous use, among empirical academic researchers and policymaking economists alike. By now, VARs also constitute a major research tool in many areas outside of monetary eco- nomics. Applications Both Sargent and Sims have used their own methods in in- fluential applications concerning the determinants and e¤ects of monetary policy. In a series of contributions, Sargent has analyzed episodes of very high inflation, or hyperinflation. He explored the high inflation in the U.S. during the 1970s and subsequent changes that brought about a rapid, and seemingly permanent, fall in inflation. In this analysis, Sargent found that learning — a departure from fully rational expectations —is important in order to un- 3 derstand how inflation came and went. In fact, the defining characteristic of Sargent’soverall approach is not an insistence on rational expectations, but rather the essential idea that expectations are formed actively, under either full or bounded rationality. In this context, active means that expectations react to current events and incorporate an understanding of how these events a¤ect the economy. This implies that any systematic change in policymaking will influence expectations, a crucial insight for policy analysis. Sims has also carried out many applied studies, to some extent on the very same topics, i.e., the extent and implications of monetary policy shifts in the U.S. His main focus, however, has been on the identification of unexpected policy changes and their e¤ects on economic activity. With regard to the crucial distinction between expected and unexpected, Sims’smethod o¤ers a means of separating expected from unexpected policy changes as drivers of macroeconomic variables. His method has gained broad acceptance and has, for example, allowed us to establish how unexpected monetary policy changes lead to immediate e¤ects on some macroeconomic variables but only slow, and hump-shaped, e¤ects on others. Indeed, some of the most influential studies of this issue were undertaken by Sims himself. Later work Sargent and Sims are actively pursuing new research aimed at further understanding expectations formation and its role in the economy. Sargent’s focus here is on exploring a class of mechanisms for expectations formation based on robust control, which captures the idea that the decision- maker has an imperfect understanding of how the economy works. Similarly, Sims’smost recent work explores a parallel, new theory
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